{"id":"W2505022136","doi":"10.1007/978-3-319-02993-1","title":"Social Networks: A Framework of Computational Intelligence","year":2013,"lang":"en","type":"book","venue":"Studies in computational intelligence","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Computational intelligence; Artificial intelligence; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050018,0.001454476,0.001051374,0.00355364,0.001214441,0.0071773,0.001509355,0.001659657,0.008350746],"category_scores_gemma":[0.00318345,0.000544974,0.0006479538,0.007275726,0.00550538,0.01205988,0.001869096,0.002740795,0.002196597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002145269,"about_ca_system_score_gemma":0.001810598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001795388,"about_ca_topic_score_gemma":0.002284005,"domain_scores_codex":[0.9991274,0.0003269333,0.00005215963,0.0001289044,0.0003232095,0.00004127575],"domain_scores_gemma":[0.9984225,0.001091172,0.00009832245,0.0001569915,0.0001452092,0.00008585197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002151675,0.000004417006,0.000061062,0.0001323854,0.000007336996,0.0000192954,0.0001758753,0.0007988888,0.00006013041,0.9624992,0.01495607,0.02128319],"study_design_scores_gemma":[0.000002913218,0.000004248768,0.00006217411,0.0001025401,0.000005284245,0.00007541521,0.000102298,0.002181289,0.00004602418,0.8372493,0.1601625,0.000005998625],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004006566,0.1782417,0.4297148,0.02215938,0.003103813,0.0001965356,0.0008285879,0.0008417478,0.360907],"genre_scores_gemma":[0.2210988,0.2541552,0.3402427,0.005113564,0.009268357,0.001300655,0.001657462,0.000760984,0.1664023],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008350746,"threshold_uncertainty_score":0.0279361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06529583639710797,"score_gpt":0.3503647393716268,"score_spread":0.2850689029745189,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}